Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	3676
Missing cells	5660
Missing cells (%)	6.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	639.8 B

Variable types

Categorical	10
Text	3
Numeric	10

Alerts

`store room` is highly imbalanced (55.7%)	Imbalance
`super_built_up_area` has 1801 (49.0%) missing values	Missing
`built_up_area` has 1986 (54.0%) missing values	Missing
`carpet_area` has 1805 (49.1%) missing values	Missing
`area` is highly skewed (γ1 = 31.62359394)	Skewed
`carpet_area` is highly skewed (γ1 = 24.32675538)	Skewed
`floorNum` has 129 (3.5%) zeros	Zeros
`luxury_score` has 462 (12.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-25 13:44:48.321236
Analysis finished	2024-03-25 13:44:56.133226
Duration	7.81 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

property_type
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	248.5 KiB

flat	2817
house	859

Length

Max length	5
Median length	4
Mean length	4.2336779
Min length	4

Characters and Unicode

Total characters	15563
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	flat
2nd row	flat
3rd row	flat
4th row	house
5th row	flat

Common Values

Value	Count	Frequency (%)
flat	2817	76.6%
house	859	23.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
flat	2817	76.6%
house	859	23.4%

Most occurring characters

Value	Count	Frequency (%)
f	2817	18.1%
l	2817	18.1%
a	2817	18.1%
t	2817	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15563	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	2817	18.1%
l	2817	18.1%
a	2817	18.1%
t	2817	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15563	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	2817	18.1%
l	2817	18.1%
a	2817	18.1%
t	2817	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15563	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	2817	18.1%
l	2817	18.1%
a	2817	18.1%
t	2817	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

society
Text

Distinct	675
Distinct (%)	18.4%
Missing	1
Missing (%)	< 0.1%
Memory size	293.8 KiB

Length

Max length	49
Median length	39
Mean length	16.86449
Min length	1

Characters and Unicode

Total characters	61977
Distinct characters	41
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	307 ?
Unique (%)	8.4%

Sample

1st row	ss the leaf
2nd row	tulip purple
3rd row	umang monsoon breeze
4th row	independent
5th row	tulip violet

Value	Count	Frequency (%)
independent	491	5.1%
the	350	3.6%
dlf	220	2.3%
park	209	2.2%
city	166	1.7%
emaar	155	1.6%
m3m	152	1.6%
global	152	1.6%
signature	149	1.5%
heights	134	1.4%
Other values (783)	7493	77.5%

Most occurring characters

Value	Count	Frequency (%)
e	6707	10.8%
	5998	9.7%
a	5858	9.5%
r	4167	6.7%
n	4161	6.7%
i	3829	6.2%
t	3719	6.0%
s	3470	5.6%
l	2940	4.7%
o	2753	4.4%
Other values (31)	18375	29.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61977	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6707	10.8%
	5998	9.7%
a	5858	9.5%
r	4167	6.7%
n	4161	6.7%
i	3829	6.2%
t	3719	6.0%
s	3470	5.6%
l	2940	4.7%
o	2753	4.4%
Other values (31)	18375	29.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61977	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6707	10.8%
	5998	9.7%
a	5858	9.5%
r	4167	6.7%
n	4161	6.7%
i	3829	6.2%
t	3719	6.0%
s	3470	5.6%
l	2940	4.7%
o	2753	4.4%
Other values (31)	18375	29.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61977	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6707	10.8%
	5998	9.7%
a	5858	9.5%
r	4167	6.7%
n	4161	6.7%
i	3829	6.2%
t	3719	6.0%
s	3470	5.6%
l	2940	4.7%
o	2753	4.4%
Other values (31)	18375	29.6%

sector
Text

Distinct	114
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	266.8 KiB

Length

Max length	26
Median length	9
Mean length	9.3180087
Min length	3

Characters and Unicode

Total characters	34253
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	sector 85
2nd row	sector 69
3rd row	sector 78
4th row	sector 7
5th row	sector 69

Value	Count	Frequency (%)
sector	3448	46.7%
road	177	2.4%
sohna	165	2.2%
85	108	1.5%
102	106	1.4%
92	100	1.4%
69	93	1.3%
90	89	1.2%
65	87	1.2%
81	86	1.2%
Other values (106)	2922	39.6%

Most occurring characters

Value	Count	Frequency (%)
o	3801	11.1%
	3705	10.8%
s	3692	10.8%
r	3692	10.8%
e	3547	10.4%
c	3499	10.2%
t	3459	10.1%
1	1071	3.1%
0	802	2.3%
8	778	2.3%
Other values (21)	6207	18.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	34253	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	3801	11.1%
	3705	10.8%
s	3692	10.8%
r	3692	10.8%
e	3547	10.4%
c	3499	10.2%
t	3459	10.1%
1	1071	3.1%
0	802	2.3%
8	778	2.3%
Other values (21)	6207	18.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	34253	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	3801	11.1%
	3705	10.8%
s	3692	10.8%
r	3692	10.8%
e	3547	10.4%
c	3499	10.2%
t	3459	10.1%
1	1071	3.1%
0	802	2.3%
8	778	2.3%
Other values (21)	6207	18.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	34253	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	3801	11.1%
	3705	10.8%
s	3692	10.8%
r	3692	10.8%
e	3547	10.4%
c	3499	10.2%
t	3459	10.1%
1	1071	3.1%
0	802	2.3%
8	778	2.3%
Other values (21)	6207	18.1%

price
Real number (ℝ)

Distinct	473
Distinct (%)	12.9%
Missing	16
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	2.5340874

Minimum	0.07
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	0.07
5-th percentile	0.37
Q1	0.95
median	1.525
Q3	2.75
95-th percentile	8.5
Maximum	31.5
Range	31.43
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	2.9804233
Coefficient of variation (CV)	1.1761328
Kurtosis	14.936249
Mean	2.5340874
Median Absolute Deviation (MAD)	0.725
Skewness	3.2795099
Sum	9274.76
Variance	8.8829228
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.25	80	2.2%
1.2	64	1.7%
1.5	64	1.7%
0.9	63	1.7%
1.1	62	1.7%
1.4	60	1.6%
1.3	57	1.6%
0.95	52	1.4%
2	52	1.4%
1.6	48	1.3%
Other values (463)	3058	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%
0.19	1	< 0.1%
0.2	8	0.2%
0.21	6	0.2%
0.22	8	0.2%
0.23	1	< 0.1%
0.24	6	0.2%
0.25	11	0.3%

Value	Count	Frequency (%)
31.5	1	< 0.1%
27.5	1	< 0.1%
26	2	0.1%
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	3	0.1%
19.5	2	0.1%
19	3	0.1%

price_per_sqft
Real number (ℝ)

Distinct	2650
Distinct (%)	72.4%
Missing	16
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	13894.498

Minimum	5
Maximum	600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	5
5-th percentile	4716.95
Q1	6817.25
median	9020
Q3	13880.5
95-th percentile	33333
Maximum	600000
Range	599995
Interquartile range (IQR)	7063.25

Descriptive statistics

Standard deviation	23209.236
Coefficient of variation (CV)	1.6703903
Kurtosis	186.95158
Mean	13894.498
Median Absolute Deviation (MAD)	2791.5
Skewness	11.438233
Sum	50853864
Variance	5.3866863 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27	0.7%
8000	19	0.5%
5000	17	0.5%
12500	14	0.4%
22222	13	0.4%
11111	13	0.4%
6666	13	0.4%
7500	12	0.3%
8333	12	0.3%
6000	11	0.3%
Other values (2640)	3509	95.5%
(Missing)	16	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
53	1	< 0.1%
57	1	< 0.1%
58	2	0.1%
60	1	< 0.1%
61	1	< 0.1%
79	1	< 0.1%
151	1	< 0.1%

Value	Count	Frequency (%)
600000	1	< 0.1%
400000	1	< 0.1%
315789	1	< 0.1%
308333	1	< 0.1%
290948	1	< 0.1%
283333	1	< 0.1%
266666	1	< 0.1%
261194	1	< 0.1%
245398	1	< 0.1%
241666	1	< 0.1%

area
Real number (ℝ)

SKEWED

Distinct	2676
Distinct (%)	73.1%
Missing	16
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%
Mean	2650.0874

Minimum	50
Maximum	642857.14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	50
5-th percentile	518.88476
Q1	1231.97
median	1733.0125
Q3	2300.0984
95-th percentile	4235.5342
Maximum	642857.14
Range	642807.14
Interquartile range (IQR)	1068.1284

Descriptive statistics

Standard deviation	18133.153
Coefficient of variation (CV)	6.8424734
Kurtosis	1052.0565
Mean	2650.0874
Median Absolute Deviation (MAD)	532.9623
Skewness	31.623594
Sum	9699320
Variance	3.2881123 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3240	43	1.2%
2700	36	1.0%
2000	33	0.9%
1800	32	0.9%
900	28	0.8%
2250	20	0.5%
1350	20	0.5%
1000	18	0.5%
1650.165017	17	0.5%
4500	17	0.5%
Other values (2666)	3396	92.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	4	0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	2	0.1%
61	1	< 0.1%
67	2	0.1%
70	1	< 0.1%
72.00115202	1	< 0.1%
76	1	< 0.1%

Value	Count	Frequency (%)
642857.1429	1	< 0.1%
620000	1	< 0.1%
566666.6667	1	< 0.1%
215517	1	< 0.1%
98978	1	< 0.1%
82781	1	< 0.1%
65517.24138	2	0.1%
65261	1	< 0.1%
58227.8481	1	< 0.1%
55000	1	< 0.1%

areaWithType
Text

Distinct	2353
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Memory size	428.1 KiB

Length

Max length	124
Median length	119
Mean length	54.241023
Min length	12

Characters and Unicode

Total characters	199390
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1846 ?
Unique (%)	50.2%

Sample

1st row	Super Built up area 1671(155.24 sq.m.)Built Up area: 1190 sq.ft. (110.55 sq.m.)Carpet area: 970 sq.ft. (90.12 sq.m.)
2nd row	Super Built up area 2400(222.97 sq.m.)Built Up area: 2200 sq.ft. (204.39 sq.m.)Carpet area: 2000 sq.ft. (185.81 sq.m.)
3rd row	Super Built up area 2176(202.16 sq.m.)
4th row	Built Up area: 148 (123.75 sq.m.)
5th row	Carpet area: 1850 (171.87 sq.m.)

Value	Count	Frequency (%)
area	5572	18.5%
sq.m	3654	12.1%
up	3020	10.0%
built	2316	7.7%
super	1875	6.2%
sq.ft	1751	5.8%
sq.m.)carpet	1185	3.9%
sq.m.)built	702	2.3%
carpet	682	2.3%
plot	681	2.3%
Other values (2842)	8698	28.9%

Most occurring characters

Value	Count	Frequency (%)
	26460	13.3%
.	20385	10.2%
a	13151	6.6%
r	9454	4.7%
e	9318	4.7%
1	9202	4.6%
s	7566	3.8%
q	7430	3.7%
t	7323	3.7%
u	6770	3.4%
Other values (25)	82331	41.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	199390	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	26460	13.3%
.	20385	10.2%
a	13151	6.6%
r	9454	4.7%
e	9318	4.7%
1	9202	4.6%
s	7566	3.8%
q	7430	3.7%
t	7323	3.7%
u	6770	3.4%
Other values (25)	82331	41.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	199390	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	26460	13.3%
.	20385	10.2%
a	13151	6.6%
r	9454	4.7%
e	9318	4.7%
1	9202	4.6%
s	7566	3.8%
q	7430	3.7%
t	7323	3.7%
u	6770	3.4%
Other values (25)	82331	41.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	199390	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	26460	13.3%
.	20385	10.2%
a	13151	6.6%
r	9454	4.7%
e	9318	4.7%
1	9202	4.6%
s	7566	3.8%
q	7430	3.7%
t	7323	3.7%
u	6770	3.4%
Other values (25)	82331	41.3%

bedRoom
Real number (ℝ)

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3609902

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.897651
Coefficient of variation (CV)	0.56461068
Kurtosis	18.210805
Mean	3.3609902
Median Absolute Deviation (MAD)	1
Skewness	3.4847341
Sum	12355
Variance	3.6010792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1496	40.7%
2	940	25.6%
4	661	18.0%
5	210	5.7%
1	124	3.4%
6	74	2.0%
9	41	1.1%
8	30	0.8%
7	28	0.8%
12	28	0.8%
Other values (9)	44	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	124	3.4%
2	940	25.6%
3	1496	40.7%
4	661	18.0%
5	210	5.7%
6	74	2.0%
7	28	0.8%
8	30	0.8%
9	41	1.1%
10	20	0.5%

Value	Count	Frequency (%)
21	1	< 0.1%
20	1	< 0.1%
19	2	0.1%
18	2	0.1%
16	12	0.3%
14	1	< 0.1%
13	4	0.1%
12	28	0.8%
11	1	< 0.1%
10	20	0.5%

bathroom
Real number (ℝ)

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4254625

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9480726
Coefficient of variation (CV)	0.56870353
Kurtosis	17.54133
Mean	3.4254625
Median Absolute Deviation (MAD)	1
Skewness	3.2484763
Sum	12592
Variance	3.7949869
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1077	29.3%
2	1045	28.4%
4	821	22.3%
5	294	8.0%
1	156	4.2%
6	117	3.2%
9	41	1.1%
7	40	1.1%
8	25	0.7%
12	22	0.6%
Other values (9)	38	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	156	4.2%
2	1045	28.4%
3	1077	29.3%
4	821	22.3%
5	294	8.0%
6	117	3.2%
7	40	1.1%
8	25	0.7%
9	41	1.1%
10	9	0.2%

Value	Count	Frequency (%)
21	1	< 0.1%
20	3	0.1%
18	4	0.1%
17	3	0.1%
16	8	0.2%
14	2	0.1%
13	4	0.1%
12	22	0.6%
11	4	0.1%
10	9	0.2%

balcony
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	238.1 KiB

3+	1173
3	1073
2	883
1	365
0	182

Length

Max length	2
Median length	1
Mean length	1.3190968
Min length	1

Characters and Unicode

Total characters	4849
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3+
3rd row	3
4th row	0
5th row	2

Common Values

Value	Count	Frequency (%)
3+	1173	31.9%
3	1073	29.2%
2	883	24.0%
1	365	9.9%
0	182	5.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2246	61.1%
2	883	24.0%
1	365	9.9%
0	182	5.0%

Most occurring characters

Value	Count	Frequency (%)
3	2246	46.3%
+	1173	24.2%
2	883	18.2%
1	365	7.5%
0	182	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4849	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	2246	46.3%
+	1173	24.2%
2	883	18.2%
1	365	7.5%
0	182	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4849	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	2246	46.3%
+	1173	24.2%
2	883	18.2%
1	365	7.5%
0	182	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4849	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	2246	46.3%
+	1173	24.2%
2	883	18.2%
1	365	7.5%
0	182	3.8%

floorNum
Real number (ℝ)

ZEROS

Distinct	43
Distinct (%)	1.2%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.7954608

Minimum	0
Maximum	51
Zeros	129
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	10
95-th percentile	18
Maximum	51
Range	51
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.0133651
Coefficient of variation (CV)	0.8849091
Kurtosis	4.5160887
Mean	6.7954608
Median Absolute Deviation (MAD)	3
Skewness	1.6945505
Sum	24851
Variance	36.160559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
3	498	13.5%
2	494	13.4%
1	351	9.5%
4	316	8.6%
8	194	5.3%
6	183	5.0%
10	179	4.9%
7	176	4.8%
5	169	4.6%
9	161	4.4%
Other values (33)	936	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	129	3.5%
1	351	9.5%
2	494	13.4%
3	498	13.5%
4	316	8.6%
5	169	4.6%
6	183	5.0%
7	176	4.8%
8	194	5.3%
9	161	4.4%

Value	Count	Frequency (%)
51	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
43	2	0.1%
40	1	< 0.1%
39	2	0.1%
38	1	< 0.1%
35	2	0.1%
34	2	0.1%
33	4	0.1%

facing
Categorical

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	253.0 KiB

NA	1044
North-East	624
East	622
North	387
West	249
Other values (4)	750

Length

Max length	10
Median length	5
Mean length	5.4657236
Min length	2

Characters and Unicode

Total characters	20092
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	East
2nd row	North-East
3rd row	NA
4th row	NA
5th row	East

Common Values

Value	Count	Frequency (%)
NA	1044	28.4%
North-East	624	17.0%
East	622	16.9%
North	387	10.5%
West	249	6.8%
South	231	6.3%
North-West	193	5.3%
South-East	173	4.7%
South-West	153	4.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	1044	28.4%
north-east	624	17.0%
east	622	16.9%
north	387	10.5%
west	249	6.8%
south	231	6.3%
north-west	193	5.3%
south-east	173	4.7%
south-west	153	4.2%

Most occurring characters

Value	Count	Frequency (%)
t	3775	18.8%
N	2248	11.2%
s	2014	10.0%
o	1761	8.8%
h	1761	8.8%
E	1419	7.1%
a	1419	7.1%
r	1204	6.0%
-	1143	5.7%
A	1044	5.2%
Other values (4)	2304	11.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	20092	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	3775	18.8%
N	2248	11.2%
s	2014	10.0%
o	1761	8.8%
h	1761	8.8%
E	1419	7.1%
a	1419	7.1%
r	1204	6.0%
-	1143	5.7%
A	1044	5.2%
Other values (4)	2304	11.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	20092	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	3775	18.8%
N	2248	11.2%
s	2014	10.0%
o	1761	8.8%
h	1761	8.8%
E	1419	7.1%
a	1419	7.1%
r	1204	6.0%
-	1143	5.7%
A	1044	5.2%
Other values (4)	2304	11.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	20092	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	3775	18.8%
N	2248	11.2%
s	2014	10.0%
o	1761	8.8%
h	1761	8.8%
E	1419	7.1%
a	1419	7.1%
r	1204	6.0%
-	1143	5.7%
A	1044	5.2%
Other values (4)	2304	11.5%

agePossession
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	281.4 KiB

Relatively New	1645
New Property	593
Moderately Old	563
Undefined	307
Old Property	303

Length

Max length	18
Median length	14
Mean length	13.383297
Min length	9

Characters and Unicode

Total characters	49197
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Relatively New
2nd row	Relatively New
3rd row	Moderately Old
4th row	Undefined
5th row	Relatively New

Common Values

Value	Count	Frequency (%)
Relatively New	1645	44.7%
New Property	593	16.1%
Moderately Old	563	15.3%
Undefined	307	8.4%
Old Property	303	8.2%
Under Construction	265	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new	2238	31.8%
relatively	1645	23.3%
property	896	12.7%
old	866	12.3%
moderately	563	8.0%
undefined	307	4.4%
under	265	3.8%
construction	265	3.8%

Most occurring characters

Value	Count	Frequency (%)
e	8429	17.1%
l	4719	9.6%
t	3634	7.4%
	3369	6.8%
y	3104	6.3%
r	2885	5.9%
d	2308	4.7%
N	2238	4.5%
w	2238	4.5%
i	2217	4.5%
Other values (15)	14056	28.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	49197	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	8429	17.1%
l	4719	9.6%
t	3634	7.4%
	3369	6.8%
y	3104	6.3%
r	2885	5.9%
d	2308	4.7%
N	2238	4.5%
w	2238	4.5%
i	2217	4.5%
Other values (15)	14056	28.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	49197	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	8429	17.1%
l	4719	9.6%
t	3634	7.4%
	3369	6.8%
y	3104	6.3%
r	2885	5.9%
d	2308	4.7%
N	2238	4.5%
w	2238	4.5%
i	2217	4.5%
Other values (15)	14056	28.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	49197	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	8429	17.1%
l	4719	9.6%
t	3634	7.4%
	3369	6.8%
y	3104	6.3%
r	2885	5.9%
d	2308	4.7%
N	2238	4.5%
w	2238	4.5%
i	2217	4.5%
Other values (15)	14056	28.6%

super_built_up_area
Real number (ℝ)

MISSING

Distinct	593
Distinct (%)	31.6%
Missing	1801
Missing (%)	49.0%
Infinite	0
Infinite (%)	0.0%
Mean	1925.2376

Minimum	89
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	89
5-th percentile	767
Q1	1479.5
median	1828
Q3	2215
95-th percentile	3185
Maximum	10000
Range	9911
Interquartile range (IQR)	735.5

Descriptive statistics

Standard deviation	764.17218
Coefficient of variation (CV)	0.39692356
Kurtosis	10.349191
Mean	1925.2376
Median Absolute Deviation (MAD)	372
Skewness	1.8364563
Sum	3609820.5
Variance	583959.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	37	1.0%
1650	37	1.0%
1578	25	0.7%
2000	25	0.7%
2150	22	0.6%
1640	22	0.6%
2408	19	0.5%
1900	19	0.5%
1930	18	0.5%
2812	17	0.5%
Other values (583)	1634	44.5%
(Missing)	1801	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
89	1	< 0.1%
145	1	< 0.1%
161	1	< 0.1%
215	1	< 0.1%
216	1	< 0.1%
325	1	< 0.1%
340	1	< 0.1%
352	1	< 0.1%
380	1	< 0.1%
406	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
6926	1	< 0.1%
6000	1	< 0.1%
5800	2	0.1%
5514	1	< 0.1%
5350	2	0.1%
5200	2	0.1%
4890	1	< 0.1%
4857	1	< 0.1%
4848	2	0.1%

built_up_area
Real number (ℝ)

MISSING

Distinct	643
Distinct (%)	38.0%
Missing	1986
Missing (%)	54.0%
Infinite	0
Infinite (%)	0.0%
Mean	1945.0817

Minimum	2
Maximum	13500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	2
5-th percentile	240.45
Q1	1100
median	1650
Q3	2400
95-th percentile	4680
Maximum	13500
Range	13498
Interquartile range (IQR)	1300

Descriptive statistics

Standard deviation	1453.1144
Coefficient of variation (CV)	0.74707114
Kurtosis	7.4161776
Mean	1945.0817
Median Absolute Deviation (MAD)	650
Skewness	2.1133193
Sum	3287188
Variance	2111541.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1800	41	1.1%
3240	37	1.0%
1900	34	0.9%
2700	33	0.9%
1350	33	0.9%
900	28	0.8%
1600	26	0.7%
2000	24	0.7%
1300	24	0.7%
1700	23	0.6%
Other values (633)	1387	37.7%
(Missing)	1986	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
14	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
50	3	0.1%
53	1	< 0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	5	0.1%

Value	Count	Frequency (%)
13500	1	< 0.1%
11286	1	< 0.1%
9500	1	< 0.1%
9000	7	0.2%
8775	1	< 0.1%
8286	1	< 0.1%
8067.8	1	< 0.1%
8000	1	< 0.1%
7500	2	0.1%
7450	1	< 0.1%

carpet_area
Real number (ℝ)

MISSING SKEWED

Distinct	732
Distinct (%)	39.1%
Missing	1805
Missing (%)	49.1%
Infinite	0
Infinite (%)	0.0%
Mean	2530.2228

Minimum	15
Maximum	607936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	15
5-th percentile	350
Q1	845
median	1300
Q3	1790
95-th percentile	2950
Maximum	607936
Range	607921
Interquartile range (IQR)	945

Descriptive statistics

Standard deviation	22805.887
Coefficient of variation (CV)	9.0133909
Kurtosis	604.21426
Mean	2530.2228
Median Absolute Deviation (MAD)	470
Skewness	24.326755
Sum	4734046.9
Variance	5.2010849 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	42	1.1%
1600	35	1.0%
1800	35	1.0%
1200	31	0.8%
1500	29	0.8%
1650	28	0.8%
1350	27	0.7%
1300	23	0.6%
1000	22	0.6%
1450	22	0.6%
Other values (722)	1577	42.9%
(Missing)	1805	49.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	< 0.1%
33	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
66	1	< 0.1%
72	1	< 0.1%
76.44	3	0.1%
77.31	1	< 0.1%

Value	Count	Frequency (%)
607936	1	< 0.1%
569243	1	< 0.1%
514396	1	< 0.1%
64529	1	< 0.1%
64412	1	< 0.1%
58141	1	< 0.1%
54917	1	< 0.1%
48811	1	< 0.1%
45966	1	< 0.1%
34401	1	< 0.1%

study room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.1 KiB

0.0	2971
1.0	705

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	11028
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2971	80.8%
1.0	705	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2971	80.8%
1.0	705	19.2%

Most occurring characters

Value	Count	Frequency (%)
0	6647	60.3%
.	3676	33.3%
1	705	6.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6647	60.3%
.	3676	33.3%
1	705	6.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6647	60.3%
.	3676	33.3%
1	705	6.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6647	60.3%
.	3676	33.3%
1	705	6.4%

servant room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.1 KiB

0.0	2348
1.0	1328

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	11028
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2348	63.9%
1.0	1328	36.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2348	63.9%
1.0	1328	36.1%

Most occurring characters

Value	Count	Frequency (%)
0	6024	54.6%
.	3676	33.3%
1	1328	12.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6024	54.6%
.	3676	33.3%
1	1328	12.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6024	54.6%
.	3676	33.3%
1	1328	12.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6024	54.6%
.	3676	33.3%
1	1328	12.0%

store room
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.1 KiB

0.0	3338
1.0	338

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	11028
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3338	90.8%
1.0	338	9.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3338	90.8%
1.0	338	9.2%

Most occurring characters

Value	Count	Frequency (%)
0	7014	63.6%
.	3676	33.3%
1	338	3.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7014	63.6%
.	3676	33.3%
1	338	3.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7014	63.6%
.	3676	33.3%
1	338	3.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7014	63.6%
.	3676	33.3%
1	338	3.1%

pooja room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.1 KiB

0.0	3020
1.0	656

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	11028
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3020	82.2%
1.0	656	17.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3020	82.2%
1.0	656	17.8%

Most occurring characters

Value	Count	Frequency (%)
0	6696	60.7%
.	3676	33.3%
1	656	5.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6696	60.7%
.	3676	33.3%
1	656	5.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6696	60.7%
.	3676	33.3%
1	656	5.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6696	60.7%
.	3676	33.3%
1	656	5.9%

others
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.1 KiB

0.0	3271
1.0	405

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	11028
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	3271	89.0%
1.0	405	11.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3271	89.0%
1.0	405	11.0%

Most occurring characters

Value	Count	Frequency (%)
0	6947	63.0%
.	3676	33.3%
1	405	3.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6947	63.0%
.	3676	33.3%
1	405	3.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6947	63.0%
.	3676	33.3%
1	405	3.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	11028	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6947	63.0%
.	3676	33.3%
1	405	3.7%

furnishing_type
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	236.9 KiB

1	2403
0	1062
2	211

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3676
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	2403	65.4%
0	1062	28.9%
2	211	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2403	65.4%
0	1062	28.9%
2	211	5.7%

Most occurring characters

Value	Count	Frequency (%)
1	2403	65.4%
0	1062	28.9%
2	211	5.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3676	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2403	65.4%
0	1062	28.9%
2	211	5.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3676	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2403	65.4%
0	1062	28.9%
2	211	5.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3676	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2403	65.4%
0	1062	28.9%
2	211	5.7%

luxury_score
Real number (ℝ)

ZEROS

Distinct	161
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.505985

Minimum	0
Maximum	174
Zeros	462
Zeros (%)	12.6%
Negative	0
Negative (%)	0.0%
Memory size	57.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	31
median	59
Q3	110
95-th percentile	174
Maximum	174
Range	174
Interquartile range (IQR)	79

Descriptive statistics

Standard deviation	53.062732
Coefficient of variation (CV)	0.742074
Kurtosis	-0.88002211
Mean	71.505985
Median Absolute Deviation (MAD)	38
Skewness	0.45942848
Sum	262856
Variance	2815.6536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	462	12.6%
49	348	9.5%
174	195	5.3%
44	59	1.6%
38	55	1.5%
165	55	1.5%
72	52	1.4%
60	47	1.3%
37	45	1.2%
42	45	1.2%
Other values (151)	2313	62.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	462	12.6%
5	6	0.2%
6	6	0.2%
7	41	1.1%
8	30	0.8%
9	9	0.2%
12	6	0.2%
13	10	0.3%
14	12	0.3%
15	43	1.2%

Value	Count	Frequency (%)
174	195	5.3%
169	1	< 0.1%
168	9	0.2%
167	21	0.6%
166	10	0.3%
165	55	1.5%
161	3	0.1%
160	28	0.8%
159	23	0.6%
158	34	0.9%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	servant room	store room	others	furnishing_type	luxury_score
0	flat	ss the leaf	sector 85	1.20	12371.0	970.010508	Super Built up area 1671(155.24 sq.m.)Built Up area: 1190 sq.ft. (110.55 sq.m.)Carpet area: 970 sq.ft. (90.12 sq.m.)	2.0	2.0	2	4.0	East	Relatively New	1671.0	1190.0	970.000000	1.0	1.0	0.0	1	81
1	flat	tulip purple	sector 69	1.80	9000.0	2000.000000	Super Built up area 2400(222.97 sq.m.)Built Up area: 2200 sq.ft. (204.39 sq.m.)Carpet area: 2000 sq.ft. (185.81 sq.m.)	4.0	5.0	3+	4.0	North-East	Relatively New	2400.0	2200.0	2000.000000	1.0	0.0	0.0	1	165
2	flat	umang monsoon breeze	sector 78	1.15	5284.0	2176.381529	Super Built up area 2176(202.16 sq.m.)	3.0	3.0	3	9.0	NA	Moderately Old	2176.0	NaN	NaN	1.0	0.0	1.0	1	22
3	house	independent	sector 7	2.25	16892.0	1332.000000	Built Up area: 148 (123.75 sq.m.)	5.0	3.0	0	2.0	NA	Undefined	NaN	148.0	NaN	0.0	0.0	0.0	1	0
4	flat	tulip violet	sector 69	1.75	9459.0	1850.089862	Carpet area: 1850 (171.87 sq.m.)	3.0	4.0	2	0.0	East	Relatively New	NaN	NaN	1850.000000	0.0	0.0	0.0	0	174
5	flat	shri ram apartments	sector 4	0.46	5111.0	900.019566	Carpet area: 900 (83.61 sq.m.)	2.0	2.0	1	1.0	East	Relatively New	NaN	NaN	900.000000	0.0	0.0	0.0	0	69
6	flat	bestech park view residency	sector 2	1.02	7208.0	1415.094340	Super Built up area 1415(131.46 sq.m.)	2.0	2.0	3	11.0	South-West	Moderately Old	1415.0	NaN	NaN	0.0	0.0	0.0	1	92
7	flat	pyramid elite	sector 86	0.45	7739.0	581.470474	Carpet area: 581.41 (54.01 sq.m.)	2.0	2.0	1	4.0	NA	Under Construction	NaN	NaN	581.358239	0.0	0.0	0.0	1	66
8	flat	laxmi apartment sector 99a gurgaon	sector 99a	0.30	4615.0	650.054171	Super Built up area 650(60.39 sq.m.)Carpet area: 550 sq.ft. (51.1 sq.m.)	2.0	2.0	1	4.0	NA	New Property	650.0	NaN	550.000000	0.0	0.0	0.0	1	44
9	flat	vatika city	sector 49	1.72	7818.0	2200.051164	Carpet area: 2200 (204.39 sq.m.)	3.0	3.0	2	2.0	North-East	Old Property	NaN	NaN	2200.000000	0.0	0.0	0.0	0	144

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	study room	servant room	store room	pooja room	others	furnishing_type	luxury_score
3792	flat	emaar digihomes	sector 62	2.10	14254.0	1473.270661	Super Built up area 1508.26(140.12 sq.m.)	2.0	2.0	2	30.0	North	New Property	1508.26	NaN	NaN	0.0	1.0	0.0	0.0	0.0	1	52
3793	house	sobha city	sector 108	10.50	14323.0	7331.000000	Built Up area: 7331 (681.07 sq.m.)	5.0	4.0	3+	1.0	East	Undefined	NaN	7331.0	NaN	0.0	0.0	0.0	0.0	0.0	1	59
3794	flat	greenopolis	sector 89	0.80	4820.0	1659.751037	Super Built up area 1660(154.22 sq.m.)	2.0	3.0	3	8.0	NA	Under Construction	1660.00	NaN	NaN	1.0	0.0	0.0	0.0	1.0	1	60
3795	house	independent	sector 105	0.38	76000.0	50.000000	Carpet area: 50 (4.65 sq.m.)	2.0	2.0	2	1.0	NA	Undefined	NaN	NaN	50.000000	0.0	0.0	0.0	0.0	0.0	1	0
3796	flat	rof ananda	sector 95	0.20	5463.0	366.099213	Carpet area: 366.08 (34.01 sq.m.)	1.0	1.0	1	9.0	South-West	Relatively New	NaN	NaN	366.080239	0.0	0.0	0.0	1.0	0.0	1	52
3797	flat	godrej icon	sector 88a	1.62	10018.0	1617.089239	Super Built up area 1617(150.22 sq.m.)	3.0	2.0	3+	10.0	East	Relatively New	1617.00	NaN	NaN	1.0	0.0	0.0	0.0	0.0	2	49
3798	flat	m3m skywalk	sector 74	1.50	12500.0	1200.000000	Super Built up area 1400(130.06 sq.m.)Built Up area: 1300 sq.ft. (120.77 sq.m.)Carpet area: 1200 sq.ft. (111.48 sq.m.)	2.0	2.0	3	17.0	North-East	Relatively New	1400.00	1300.0	1200.000000	0.0	0.0	1.0	0.0	0.0	1	174
3799	house	ansal sushant lok 2	sector 56	3.40	22222.0	1530.000000	Plot area 170(142.14 sq.m.)	6.0	6.0	3+	2.0	West	Moderately Old	NaN	1530.0	NaN	0.0	0.0	0.0	0.0	0.0	0	29
3800	flat	tulip violet	sector 69	1.70	8445.0	2013.025459	Super Built up area 2010(186.74 sq.m.)	4.0	4.0	2	7.0	West	Relatively New	2010.00	NaN	NaN	0.0	0.0	0.0	0.0	0.0	1	128
3801	flat	godrej nature plus	sector 33	1.20	14379.0	834.550386	Carpet area: 77.53	2.0	2.0	3	1.0	NA	New Property	NaN	NaN	77.530000	0.0	0.0	0.0	0.0	0.0	1	65

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script